Photo
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Photo | Mean Accuracy96.47 | 165 | |
| Node classification | Photo (test) | Mean Accuracy96.13 | 69 | |
| Node Classification | Photo | AUC99.59 | 38 | |
| Community Detection | Photo | Avg Detected Communities231.4 | 27 | |
| Edge Unlearning | Photo hard | ToU83.62 | 26 | |
| Node Classification | Photo | Accuracy95.84 | 23 | |
| Node classification | Photo | Accuracy94.2 | 20 | |
| Link Prediction | Photo (test) | AP98.08 | 19 | |
| Link Prediction | Photo | AUC-ROC98.4 | 19 | |
| Node Classification | Photo | Micro-F182.32 | 14 | |
| Node Classification | Photo standard (test) | Accuracy88.63 | 13 | |
| Graph Anomaly Detection | Photo | AUROC64.76 | 13 | |
| Node Classification | Photo | Energy1.273 | 13 | |
| Graph Class-Incremental Learning | Photo | AA (%)0.97 | 12 | |
| Node Classification | Photo homogeneous (test) | Macro F1 Score91.9 | 12 | |
| Node Clustering | Photo | C Score32.69 | 12 | |
| Node Classification Calibration | Photo | Brier Score11.35 | 12 | |
| GNN calibration | Photo | NLL0.264 | 12 | |
| Node Classification | Photo | ECE1.48 | 12 | |
| GNN Calibration | Photo | ECE1.39 | 12 | |
| Node Classification | Photo 1-shot (test) | Accuracy67.6 | 11 | |
| Link Prediction | Photo | Hits@5058.08 | 11 | |
| Node Classification | Photo (random 10/10/80) | Micro-F192.4 | 10 | |
| Node Classification | Photo full-supervised | Mean Accuracy94.85 | 10 | |
| Node Classification | Photo Structural Missing (test) | Accuracy91.63 | 9 |
Showing 25 of 40 rows